Generalisation of the limiting distribution of program sizes in tree-based genetic programming and analysis of its effects on bloat (2007)
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by
Riccardo Poli
,
William B. Langdon
,
Stephen Dignum
| Venue: | in GECCO ’07: Proceedings of the 9th Annual Conference on Genetic and Evolutionary |
| Citations: | 19 - 11 self |
BibTeX
@INPROCEEDINGS{Poli07generalisationof,
author = {Riccardo Poli and William B. Langdon and Stephen Dignum},
title = {Generalisation of the limiting distribution of program sizes in tree-based genetic programming and analysis of its effects on bloat},
booktitle = {in GECCO ’07: Proceedings of the 9th Annual Conference on Genetic and Evolutionary},
year = {2007},
pages = {1588--1595},
publisher = {Press}
}
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Abstract
Abstract. We provide strong theoretical and experimental evidence that standard sub-tree crossover with uniform selection of crossover points pushes a population of a-ary GP trees towards a distribution of tree sizes of the form: Pr{n} =(1−apa) an +1
